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cs.LG2025
Scalable and Precise Patch Robustness Certification for Deep Learning Models with Top-k Predictions
Qilin Zhou, Haipeng Wang, Zhengyuan Wei +1
Patch robustness certification is an emerging verification approach for defending against adversarial patch attacks with provable guarantees for deep learning systems. Certified re…
cs.LG2023
A Majority Invariant Approach to Patch Robustness Certification for Deep Learning Models
Qilin Zhou, Zhengyuan Wei, Haipeng Wang +1
Patch robustness certification ensures no patch within a given bound on a sample can manipulate a deep learning model to predict a different label. However, existing techniques can…